{"id":"W2063144603","doi":"10.1115/pvp2006-icpvt-11-93944","title":"Reduced Models for Chaotic Dynamics of a Fluid-Conveying Pipe","year":2006,"lang":"en","type":"article","venue":"","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Ontario Innovation Trust","keywords":"Bifurcation diagram; Galerkin method; Bifurcation; Chaotic; Nonlinear system; Ordinary differential equation; Mathematics; Differential equation; Mathematical analysis; Computer science; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005050975,0.00007065682,0.0001306149,0.00007820508,0.0000203655,0.00001049727,0.00005538165,0.00004134107,0.00004644938],"category_scores_gemma":[0.000004595983,0.00006882684,0.00007778258,0.000123024,0.00001017415,0.00008934559,0.000005854543,0.00002455364,0.00000357365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003862712,"about_ca_system_score_gemma":0.000008105181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005612971,"about_ca_topic_score_gemma":0.000155038,"domain_scores_codex":[0.9995505,0.000003557792,0.0001965788,0.00007741835,0.00006213169,0.0001097836],"domain_scores_gemma":[0.999791,0.00002077136,0.00001861689,0.0001134697,0.00003528647,0.0000208232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000216378,0.000008846944,0.00003268768,0.00004144877,0.00002284086,1.349495e-7,0.00002971926,0.9521696,0.007258019,0.03958913,0.0002661254,0.0005792737],"study_design_scores_gemma":[0.0001659235,0.000006024073,0.00003744442,0.000005024888,0.00002378753,4.986994e-7,0.00005730743,0.9906446,0.00323721,0.005729901,0.00001311038,0.00007918555],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04027554,0.00003122098,0.9435901,0.00007087949,0.00005220761,0.00008819417,0.000009734204,0.0001416527,0.01574048],"genre_scores_gemma":[0.9896534,0.000004726774,0.008965358,0.00001558917,0.00002511287,0.00001088032,0.00005984333,0.00001642917,0.001248627],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9493779,"threshold_uncertainty_score":0.2806677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00952360168049976,"score_gpt":0.2028110591371354,"score_spread":0.1932874574566356,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}